{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Row(CRIM=0.00632, ZN=18.0, INDUS=2.309999943, CHAS=0, NOX=0.537999988, RM=6.574999809, AGE=65.19999695, DIS=4.090000153, RAD=1, TAX=296, PT=15.30000019, B=396.8999939, LSTAT=4.980000019, MV=24.0)]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyspark import SparkConf, SparkContext\n",
    "from pyspark.sql import SQLContext\n",
    "sc= SparkContext()\n",
    "sqlContext = SQLContext(sc)\n",
    "\n",
    "house_df = sqlContext.read.format('com.databricks.spark.csv').options(header='true', inferschema='true').load('boston.csv')\n",
    "house_df.take(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- CRIM: double (nullable = true)\n",
      " |-- ZN: double (nullable = true)\n",
      " |-- INDUS: double (nullable = true)\n",
      " |-- CHAS: integer (nullable = true)\n",
      " |-- NOX: double (nullable = true)\n",
      " |-- RM: double (nullable = true)\n",
      " |-- AGE: double (nullable = true)\n",
      " |-- DIS: double (nullable = true)\n",
      " |-- RAD: integer (nullable = true)\n",
      " |-- TAX: integer (nullable = true)\n",
      " |-- PT: double (nullable = true)\n",
      " |-- B: double (nullable = true)\n",
      " |-- LSTAT: double (nullable = true)\n",
      " |-- MV: double (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "house_df.cache()\n",
    "house_df.printSchema()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>summary</th>\n",
       "      <td>count</td>\n",
       "      <td>mean</td>\n",
       "      <td>stddev</td>\n",
       "      <td>min</td>\n",
       "      <td>max</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRIM</th>\n",
       "      <td>506</td>\n",
       "      <td>3.6135235608162057</td>\n",
       "      <td>8.601545086715594</td>\n",
       "      <td>0.00632</td>\n",
       "      <td>88.97619629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZN</th>\n",
       "      <td>506</td>\n",
       "      <td>11.363636363636363</td>\n",
       "      <td>23.32245299451514</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INDUS</th>\n",
       "      <td>506</td>\n",
       "      <td>11.136778749531626</td>\n",
       "      <td>6.86035298095724</td>\n",
       "      <td>0.460000008</td>\n",
       "      <td>27.73999977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHAS</th>\n",
       "      <td>506</td>\n",
       "      <td>0.0691699604743083</td>\n",
       "      <td>0.2539940413404101</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NOX</th>\n",
       "      <td>506</td>\n",
       "      <td>0.5546950602312246</td>\n",
       "      <td>0.1158776754570543</td>\n",
       "      <td>0.38499999</td>\n",
       "      <td>0.870999992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RM</th>\n",
       "      <td>506</td>\n",
       "      <td>6.28463438896641</td>\n",
       "      <td>0.7026171549511354</td>\n",
       "      <td>3.561000109</td>\n",
       "      <td>8.779999733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGE</th>\n",
       "      <td>506</td>\n",
       "      <td>68.57490120115612</td>\n",
       "      <td>28.148861532793276</td>\n",
       "      <td>2.900000095</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DIS</th>\n",
       "      <td>506</td>\n",
       "      <td>3.7950426960059325</td>\n",
       "      <td>2.105710142043288</td>\n",
       "      <td>1.129600048</td>\n",
       "      <td>12.12650013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RAD</th>\n",
       "      <td>506</td>\n",
       "      <td>9.549407114624506</td>\n",
       "      <td>8.707259384239366</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TAX</th>\n",
       "      <td>506</td>\n",
       "      <td>408.2371541501976</td>\n",
       "      <td>168.53711605495903</td>\n",
       "      <td>187</td>\n",
       "      <td>711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PT</th>\n",
       "      <td>506</td>\n",
       "      <td>18.45553382776679</td>\n",
       "      <td>2.164945780039869</td>\n",
       "      <td>12.60000038</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td>506</td>\n",
       "      <td>356.67402960597883</td>\n",
       "      <td>91.29486340272308</td>\n",
       "      <td>0.319999993</td>\n",
       "      <td>396.8999939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LSTAT</th>\n",
       "      <td>506</td>\n",
       "      <td>12.653063233922925</td>\n",
       "      <td>7.141061500195388</td>\n",
       "      <td>1.730000019</td>\n",
       "      <td>37.97000122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MV</th>\n",
       "      <td>506</td>\n",
       "      <td>22.53280636250988</td>\n",
       "      <td>9.197104107945272</td>\n",
       "      <td>5.0</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             0                   1                   2            3  \\\n",
       "summary  count                mean              stddev          min   \n",
       "CRIM       506  3.6135235608162057   8.601545086715594      0.00632   \n",
       "ZN         506  11.363636363636363   23.32245299451514          0.0   \n",
       "INDUS      506  11.136778749531626    6.86035298095724  0.460000008   \n",
       "CHAS       506  0.0691699604743083  0.2539940413404101            0   \n",
       "NOX        506  0.5546950602312246  0.1158776754570543   0.38499999   \n",
       "RM         506    6.28463438896641  0.7026171549511354  3.561000109   \n",
       "AGE        506   68.57490120115612  28.148861532793276  2.900000095   \n",
       "DIS        506  3.7950426960059325   2.105710142043288  1.129600048   \n",
       "RAD        506   9.549407114624506   8.707259384239366            1   \n",
       "TAX        506   408.2371541501976  168.53711605495903          187   \n",
       "PT         506   18.45553382776679   2.164945780039869  12.60000038   \n",
       "B          506  356.67402960597883   91.29486340272308  0.319999993   \n",
       "LSTAT      506  12.653063233922925   7.141061500195388  1.730000019   \n",
       "MV         506   22.53280636250988   9.197104107945272          5.0   \n",
       "\n",
       "                   4  \n",
       "summary          max  \n",
       "CRIM     88.97619629  \n",
       "ZN             100.0  \n",
       "INDUS    27.73999977  \n",
       "CHAS               1  \n",
       "NOX      0.870999992  \n",
       "RM       8.779999733  \n",
       "AGE            100.0  \n",
       "DIS      12.12650013  \n",
       "RAD               24  \n",
       "TAX              711  \n",
       "PT              22.0  \n",
       "B        396.8999939  \n",
       "LSTAT    37.97000122  \n",
       "MV              50.0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_df.describe().toPandas().transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation to MV for  CRIM -0.3883046116575088\n",
      "Correlation to MV for  ZN 0.36044534463752903\n",
      "Correlation to MV for  INDUS -0.48372517128143383\n",
      "Correlation to MV for  CHAS 0.17526017775291847\n",
      "Correlation to MV for  NOX -0.4273207763683772\n",
      "Correlation to MV for  RM 0.695359937127267\n",
      "Correlation to MV for  AGE -0.37695456714288667\n",
      "Correlation to MV for  DIS 0.24992873873512172\n",
      "Correlation to MV for  RAD -0.3816262315669168\n",
      "Correlation to MV for  TAX -0.46853593528654536\n",
      "Correlation to MV for  PT -0.5077867038116085\n",
      "Correlation to MV for  B 0.3334608226834164\n",
      "Correlation to MV for  LSTAT -0.7376627294671615\n",
      "Correlation to MV for  MV 1.0\n"
     ]
    }
   ],
   "source": [
    "import six\n",
    "for i in house_df.columns:\n",
    "    if not( isinstance(house_df.select(i).take(1)[0][0], six.string_types)):\n",
    "        print( \"Correlation to MV for \", i, house_df.stat.corr('MV',i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('CRIM', 'double'),\n",
       " ('ZN', 'double'),\n",
       " ('INDUS', 'double'),\n",
       " ('CHAS', 'int'),\n",
       " ('NOX', 'double'),\n",
       " ('RM', 'double'),\n",
       " ('AGE', 'double'),\n",
       " ('DIS', 'double'),\n",
       " ('RAD', 'int'),\n",
       " ('TAX', 'int'),\n",
       " ('PT', 'double'),\n",
       " ('B', 'double'),\n",
       " ('LSTAT', 'double'),\n",
       " ('MV', 'double')]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/ipykernel/__main__.py:5: FutureWarning: pandas.scatter_matrix is deprecated. Use pandas.plotting.scatter_matrix instead\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe0c202db70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "numeric_features = [t[0] for t in house_df.dtypes if t[1] == 'int' or t[1] == 'double']\n",
    "sampled_data = house_df.select(numeric_features).sample(False, 0.8).toPandas()\n",
    "axs = pd.scatter_matrix(sampled_data, figsize=(10, 10))\n",
    "n = len(sampled_data.columns)\n",
    "for i in range(n):\n",
    "    v = axs[i, 0]\n",
    "    v.yaxis.label.set_rotation(0)\n",
    "    v.yaxis.label.set_ha('right')\n",
    "    v.set_yticks(())\n",
    "    h = axs[n-1, i]\n",
    "    h.xaxis.label.set_rotation(90)\n",
    "    h.set_xticks(())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Row(CRIM=0.00632, ZN=18.0, INDUS=2.309999943, CHAS=0, NOX=0.537999988, RM=6.574999809, AGE=65.19999695, DIS=4.090000153, RAD=1, TAX=296, PT=15.30000019, B=396.8999939, LSTAT=4.980000019, MV=24.0, features=DenseVector([0.0063, 18.0, 2.31, 0.0, 0.538, 6.575, 65.2, 4.09, 1.0, 296.0, 15.3, 396.9, 4.98]))]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyspark.ml.feature import VectorAssembler\n",
    "\n",
    "vectorAssembler = VectorAssembler(inputCols = ['CRIM', 'ZN', 'INDUS', 'CHAS', 'NOX', 'RM', 'AGE', 'DIS', 'RAD', 'TAX', 'PT', 'B', 'LSTAT'], outputCol = 'features')\n",
    "vhouse_df = vectorAssembler.transform(house_df)\n",
    "vhouse_df.take(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------------------+-----------+\n",
      "|            features|         MV|\n",
      "+--------------------+-----------+\n",
      "|[0.00632,18.0,2.3...|       24.0|\n",
      "|[0.027310001,0.0,...|21.60000038|\n",
      "|[0.02729,0.0,7.07...|34.70000076|\n",
      "+--------------------+-----------+\n",
      "only showing top 3 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "vhouse_df = vhouse_df.select(['features', 'MV'])\n",
    "vhouse_df.show(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "splits = vhouse_df.randomSplit([0.7, 0.3])\n",
    "train_df = splits[0]\n",
    "test_df = splits[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coefficients: [-0.02381646354431101,0.02722185764525863,0.0,3.2800501464244807,-5.531548613196492,4.780306034575176,0.0,-0.748926484533982,0.0,0.0,-0.7222531715364013,0.010546269973726138,-0.5373341395178974]\n",
      "Intercept: 14.65890007909873\n"
     ]
    }
   ],
   "source": [
    "from pyspark.ml.regression import LinearRegression\n",
    "\n",
    "lr = LinearRegression(featuresCol = 'features', labelCol='MV', maxIter=10, regParam=0.3, elasticNetParam=0.8)\n",
    "lr_model = lr.fit(train_df)\n",
    "print(\"Coefficients: \" + str(lr_model.coefficients))\n",
    "print(\"Intercept: \" + str(lr_model.intercept))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Summarize the model over the training set and print out some metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE: 4.880878\n",
      "r2: 0.735738\n"
     ]
    }
   ],
   "source": [
    "trainingSummary = lr_model.summary\n",
    "print(\"RMSE: %f\" % trainingSummary.rootMeanSquaredError)\n",
    "print(\"r2: %f\" % trainingSummary.r2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "RMSE measures the differences between predicted values by the model and the actual values. However, RMSE alone is meaningless until we compare with the actual \"MV\" value, such as mean, min and max. After such comparison, our RMSE looks pretty good."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------+------------------+\n",
      "|summary|                MV|\n",
      "+-------+------------------+\n",
      "|  count|               349|\n",
      "|   mean|22.783094576853863|\n",
      "| stddev| 9.508325208920073|\n",
      "|    min|               5.0|\n",
      "|    max|              50.0|\n",
      "+-------+------------------+\n",
      "\n"
     ]
    }
   ],
   "source": [
    "train_df.describe().show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "R squared at 0.74 indicates that in our model, approximate 74% of the variability in \"MV\" can be explained using the model. This is not bad."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+------------------+-----------+--------------------+\n",
      "|        prediction|         MV|            features|\n",
      "+------------------+-----------+--------------------+\n",
      "|28.068843731329277|       22.0|[0.01096,55.0,2.2...|\n",
      "|31.681341629398915|35.40000153|[0.01311,90.0,1.2...|\n",
      "| 18.09053248877684|18.89999962|[0.0136,75.0,4.0,...|\n",
      "|32.570317614249255|31.60000038|[0.01432,100.0,1....|\n",
      "| 31.33694272711231|29.10000038|[0.01439,60.0,2.9...|\n",
      "+------------------+-----------+--------------------+\n",
      "only showing top 5 rows\n",
      "\n",
      "R Squared (R2) on test data = 0.663723\n"
     ]
    }
   ],
   "source": [
    "lr_predictions = lr_model.transform(test_df)\n",
    "lr_predictions.select(\"prediction\",\"MV\",\"features\").show(5)\n",
    "\n",
    "from pyspark.ml.evaluation import RegressionEvaluator\n",
    "lr_evaluator = RegressionEvaluator(predictionCol=\"prediction\", \\\n",
    "                 labelCol=\"MV\",metricName=\"r2\")\n",
    "print(\"R Squared (R2) on test data = %g\" % lr_evaluator.evaluate(lr_predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Root Mean Squared Error (RMSE) on test data = 4.89433\n"
     ]
    }
   ],
   "source": [
    "test_result = lr_model.evaluate(test_df)\n",
    "print(\"Root Mean Squared Error (RMSE) on test data = %g\" % test_result.rootMeanSquaredError)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "numIterations: 11\n",
      "objectiveHistory: [0.49999999999999956, 0.43319911579026543, 0.23352384498945553, 0.20781137140169176, 0.1766048955865219, 0.17216023118288193, 0.1714600201458506, 0.17061409914581513, 0.169896212818038, 0.16974950026658042, 0.1695220630780412]\n",
      "+--------------------+\n",
      "|           residuals|\n",
      "+--------------------+\n",
      "|  -6.999588538602389|\n",
      "|-4.86091131904231...|\n",
      "| 0.17211682011706841|\n",
      "|   9.921991563139635|\n",
      "| -4.0243802176038415|\n",
      "|  5.7120182722023145|\n",
      "|   7.264289529967634|\n",
      "|  2.8211210524380412|\n",
      "| 0.12552108135977136|\n",
      "|  -4.048334606880868|\n",
      "|   6.727073368879548|\n",
      "| -1.0905652504359686|\n",
      "|   8.531002717025004|\n",
      "|  -2.226605931262334|\n",
      "| -1.0002435538421217|\n",
      "|  -9.843574869101094|\n",
      "|  -4.910335001456314|\n",
      "|  2.8882127677131706|\n",
      "| -3.8567794884959135|\n",
      "|  -2.496729649423621|\n",
      "+--------------------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(\"numIterations: %d\" % trainingSummary.totalIterations)\n",
    "print(\"objectiveHistory: %s\" % str(trainingSummary.objectiveHistory))\n",
    "trainingSummary.residuals.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+------------------+-----------+--------------------+\n",
      "|        prediction|         MV|            features|\n",
      "+------------------+-----------+--------------------+\n",
      "|28.068843731329277|       22.0|[0.01096,55.0,2.2...|\n",
      "|31.681341629398915|35.40000153|[0.01311,90.0,1.2...|\n",
      "| 18.09053248877684|18.89999962|[0.0136,75.0,4.0,...|\n",
      "|32.570317614249255|31.60000038|[0.01432,100.0,1....|\n",
      "| 31.33694272711231|29.10000038|[0.01439,60.0,2.9...|\n",
      "|38.172506412127674|42.29999924|[0.02177,82.5,2.0...|\n",
      "|30.447373646089154|30.79999924|[0.027629999,75.0...|\n",
      "|26.678134707422593|26.60000038|[0.02899,40.0,1.2...|\n",
      "|30.398690967837823|31.20000076|[0.03049,55.0,3.7...|\n",
      "| 33.75524119836187|34.90000153|[0.03359,75.0,2.9...|\n",
      "|28.912058387407164|24.10000038|[0.034449998,82.5...|\n",
      "| 24.45218648968526|19.39999962|[0.03466,35.0,6.0...|\n",
      "|32.057226210868095|       28.5|[0.035020001,80.0...|\n",
      "|29.799023912788364|       23.5|[0.035840001,80.0...|\n",
      "|23.026323937087895|20.70000076|[0.037379999,0.0,...|\n",
      "|27.538941501564796|22.89999962|[0.042029999,28.0...|\n",
      "| 25.36865203408876|20.60000038|[0.042939998,28.0...|\n",
      "|17.516059619481496|18.20000076|[0.04301,80.0,1.9...|\n",
      "|23.883037332327003|       20.5|[0.043370001,21.0...|\n",
      "|24.401390681147845|19.39999962|[0.043790001,80.0...|\n",
      "+------------------+-----------+--------------------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "predictions = lr_model.transform(test_df)\n",
    "predictions.select(\"prediction\",\"MV\",\"features\").show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decision tree regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Root Mean Squared Error (RMSE) on test data = 5.51665\n"
     ]
    }
   ],
   "source": [
    "from pyspark.ml.regression import DecisionTreeRegressor\n",
    "\n",
    "dt = DecisionTreeRegressor(featuresCol ='features', labelCol = 'MV')\n",
    "dt_model = dt.fit(train_df)\n",
    "dt_predictions = dt_model.transform(test_df)\n",
    "dt_evaluator = RegressionEvaluator(\n",
    "    labelCol=\"MV\", predictionCol=\"prediction\", metricName=\"rmse\")\n",
    "rmse = dt_evaluator.evaluate(dt_predictions)\n",
    "print(\"Root Mean Squared Error (RMSE) on test data = %g\" % rmse)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Row(features=DenseVector([0.0063, 18.0, 2.31, 0.0, 0.538, 6.575, 65.2, 4.09, 1.0, 296.0, 15.3, 396.9, 4.98]), MV=24.0)]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df.take(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SparseVector(13, {0: 0.0496, 1: 0.0, 4: 0.0118, 5: 0.624, 6: 0.0005, 7: 0.1167, 8: 0.0044, 10: 0.013, 12: 0.1799})"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt_model.featureImportances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Row(CRIM=0.00632, ZN=18.0, INDUS=2.309999943, CHAS=0, NOX=0.537999988, RM=6.574999809, AGE=65.19999695, DIS=4.090000153, RAD=1, TAX=296, PT=15.30000019, B=396.8999939, LSTAT=4.980000019, MV=24.0)]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_df.take(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The number of rooms is the most important feature to predict the house price."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gradient-boosted tree regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+------------------+-----------+--------------------+\n",
      "|        prediction|         MV|            features|\n",
      "+------------------+-----------+--------------------+\n",
      "|27.770974306997353|       24.0|[0.00632,18.0,2.3...|\n",
      "|  31.8725607595336|32.70000076|[0.01301,35.0,1.5...|\n",
      "|26.050662475906574|23.10000038|[0.0187,85.0,4.15...|\n",
      "| 49.91165024470532|       50.0|[0.020090001,95.0...|\n",
      "|30.058521673343606|31.10000038|[0.02187,60.0,2.9...|\n",
      "+------------------+-----------+--------------------+\n",
      "only showing top 5 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from pyspark.ml.regression import GBTRegressor\n",
    "gbt = GBTRegressor(featuresCol = 'features', labelCol = 'MV', maxIter=10)\n",
    "gbt_model = gbt.fit(train_df)\n",
    "gbt_predictions = gbt_model.transform(test_df)\n",
    "gbt_predictions.select('prediction', 'MV', 'features').show(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Root Mean Squared Error (RMSE) on test data = 4.19795\n"
     ]
    }
   ],
   "source": [
    "gbt_evaluator = RegressionEvaluator(\n",
    "    labelCol=\"MV\", predictionCol=\"prediction\", metricName=\"rmse\")\n",
    "rmse = gbt_evaluator.evaluate(gbt_predictions)\n",
    "print(\"Root Mean Squared Error (RMSE) on test data = %g\" % rmse)"
   ]
  }
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